Handling Missing Data — Roadmap Step & Resources
Detecting, understanding and deciding how to treat missing values
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Data Science
Before this step
Interview questions
- Why should you investigate *why* data is missing before deciding how to handle it?
Study resources
- Working with missing data (Article) — The official Pandas documentation's guide to detecting and handling missing values.
- Handling Missing Data Explained (Video) — A practical walkthrough of imputation strategies for missing data.
Part of
- Exploratory Data Analysis & Data Cleaning — section
- Data Science roadmap — the full learning path